Understanding the geometry of deep learning with decision boundary volume

Matthew Burfitt, Jacek Brodzki, Pawel Dłotko

For classification tasks, the performance of a deep neural network is determined by the structure of its decision boundary, whose geometry directly affects essential properties of…